Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Haifengl Smile Model Serving Pipeline
Principles
- Principle:Ggml org Llama cpp Input Text Preparation
- Principle:ArroyoSystems Arroyo Pipeline Shutdown
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:NVIDIA NeMo Aligner Knowledge Distillation Training
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Alibaba ROLL DPO Configuration
- Principle:Openai Openai node Audio Transcription
- Principle:Duckdb Duckdb Declarative Benchmark Execution
- Principle:Trailofbits Fickling Static Safety Analysis
- Principle:Huggingface Datatrove CSV Data Reading
Implementations
- Implementation:Google deepmind Mujoco Engine Util Blas Header
- Implementation:Astronomer Astronomer cosmos Airflow Async Operators
- Implementation:Microsoft DeepSpeedExamples Plot Loss
- Implementation:Evidentlyai Evidently Legacy Classification Preset
- Implementation:Predibase Lorax GPTQ Exllama V1
- Implementation:Nightwatchjs Nightwatch Custom Command Type Definitions
- Implementation:Avhz RustQuant Linear Interpolation
- Implementation:Open compass VLMEvalKit VisuLogic Utils
- Implementation:Google deepmind Dm control Suite Dog
- Implementation:Ollama Ollama Clip Model
Heuristics
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
Environments
- Environment:Apache Druid Druid Cluster Api
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Snorkel team Snorkel PySpark